{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/rc/miniconda/lib/python2.7/site-packages/datacube-1.0.3+70.gc24cf61.dirty-py2.7.egg/datacube/index/postgres/tables/_dataset.py:11: SADeprecationWarning: The SQLAlchemy PostgreSQL dialect has been renamed from 'postgres' to 'postgresql'. The new URL format is postgresql[+driver]://<user>:<pass>@<host>/<dbname>\n",
      "  from sqlalchemy.dialects import postgres\n",
      "/home/rc/miniconda/lib/python2.7/site-packages/osgeo/gdal.py:80: DeprecationWarning: gdal.py was placed in a namespace, it is now available as osgeo.gdal\n",
      "  DeprecationWarning)\n"
     ]
    }
   ],
   "source": [
    "# median reduction over lat/long\n",
    "\n",
    "%matplotlib inline\n",
    "import mpld3; mpld3.enable_notebook()\n",
    "\n",
    "from datetime import datetime\n",
    "from datacube.analytics.analytics_engine import AnalyticsEngine\n",
    "from datacube.execution.execution_engine import ExecutionEngine\n",
    "from datacube.analytics.utils.analytics_utils import plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/rc/miniconda/lib/python2.7/site-packages/datacube-1.0.3+70.gc24cf61.dirty-py2.7.egg/datacube/api/_api.py:64: UserWarning: No application name set during API initialization\n",
      "  warnings.warn('No application name set during API initialization')\n"
     ]
    }
   ],
   "source": [
    "# initialise AE/EE\n",
    "\n",
    "a = AnalyticsEngine()\n",
    "e = ExecutionEngine()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Lake Burley Griffin\n",
    "dimensions = {'x':    {'range': (149.07, 149.18)},\n",
    "              'y':    {'range': (-35.32, -35.28)},\n",
    "              'time': {'range': (datetime(1990, 1, 1), datetime(1990, 12, 31))}}\n",
    "\n",
    "arrays = a.create_array(('LANDSAT_5', 'nbar'), ['nir'], dimensions, 'get_data')\n",
    "\n",
    "median = a.apply_expression(arrays, 'median(array1, 1, 2)', 'medianXY')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "e.execute_plan(a.plan)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "plot3D\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/rc/miniconda/lib/python2.7/site-packages/IPython/core/formatters.py:92: DeprecationWarning: DisplayFormatter._ipython_display_formatter_default is deprecated: use @default decorator instead.\n",
      "  def _ipython_display_formatter_default(self):\n",
      "/home/rc/miniconda/lib/python2.7/site-packages/IPython/core/formatters.py:669: DeprecationWarning: PlainTextFormatter._singleton_printers_default is deprecated: use @default decorator instead.\n",
      "  def _singleton_printers_default(self):\n"
     ]
    },
    {
     "data": {
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nJhQsFwJUdT1UtslsGanq47wvMF3zYvrFV4ioaj/vV6vF24oLNa+a8bJFWCza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\nLJIJZ2fJWIv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      "text/html": [
       "\n",
       "\n",
       "<style>\n",
       "\n",
       "</style>\n",
       "\n",
       "<div id=\"fig_el102661403034634325925521978617\"></div>\n",
       "<script>\n",
       "function mpld3_load_lib(url, callback){\n",
       "  var s = document.createElement('script');\n",
       "  s.src = url;\n",
       "  s.async = true;\n",
       "  s.onreadystatechange = s.onload = callback;\n",
       "  s.onerror = function(){console.warn(\"failed to load library \" + url);};\n",
       "  document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "}\n",
       "\n",
       "if(typeof(mpld3) !== \"undefined\" && mpld3._mpld3IsLoaded){\n",
       "   // already loaded: just create the figure\n",
       "   !function(mpld3){\n",
       "       \n",
       "       mpld3.draw_figure(\"fig_el102661403034634325925521978617\", {\"axes\": [{\"xlim\": [-0.5, 419.5], \"yscale\": \"linear\", \"axesbg\": \"#FFFFFF\", \"texts\": [{\"v_baseline\": \"hanging\", \"h_anchor\": \"middle\", \"color\": \"#000000\", \"text\": \"y\", \"coordinates\": \"axes\", \"zorder\": 3, \"alpha\": 1, \"fontsize\": 10.0, \"position\": [0.50000000000000011, -0.49497625997013994], \"rotation\": -0.0, \"id\": \"el10266140303463613776\"}, {\"v_baseline\": \"auto\", \"h_anchor\": \"middle\", \"color\": \"#000000\", \"text\": \"x\", \"coordinates\": \"axes\", \"zorder\": 3, \"alpha\": 1, \"fontsize\": 10.0, \"position\": [-0.42707170430548624, 0.49999999999999911], \"rotation\": -90.0, \"id\": \"el10266140303421738192\"}, {\"v_baseline\": \"auto\", \"h_anchor\": \"middle\", \"color\": \"#000000\", \"text\": \"array_result 1\", \"coordinates\": \"axes\", \"zorder\": 3, \"alpha\": 1, \"fontsize\": 12.0, \"position\": [0.50000000000000011, 1.1374934055472599], \"rotation\": -0.0, \"id\": \"el10266140303421886288\"}], \"zoomable\": true, \"images\": [{\"coordinates\": \"data\", \"zorder\": 0, \"extent\": [-0.5, 419.5, 230.5, -0.5], \"alpha\": null, \"data\": 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\", 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\", 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\", \"id\": \"el10266140303416063824\"}], \"xdomain\": [-0.5, 419.5], \"ylim\": [230.5, -0.5], \"paths\": [], \"sharey\": [], \"sharex\": [], \"axesbgalpha\": null, \"axes\": [{\"scale\": \"linear\", \"tickformat\": null, \"grid\": {\"gridOn\": false}, \"fontsize\": 10.0, \"position\": \"bottom\", \"nticks\": 7, \"tickvalues\": null}, {\"scale\": \"linear\", \"tickformat\": null, \"grid\": {\"gridOn\": false}, \"fontsize\": 10.0, \"position\": \"left\", \"nticks\": 7, \"tickvalues\": null}], \"lines\": [], \"markers\": [], \"id\": \"el10266140303416765520\", \"ydomain\": [230.5, -0.5], \"collections\": [], \"xscale\": \"linear\", \"bbox\": [0.79993618247694342, 0.29841319959101881, 0.1530529479578393, 0.12626868206521746]}], \"height\": 320.0, \"width\": 480.0, \"plugins\": [{\"type\": \"reset\"}, {\"enabled\": false, \"button\": true, \"type\": \"zoom\"}, {\"enabled\": false, \"button\": true, \"type\": \"boxzoom\"}], \"data\": {}, \"id\": \"el10266140303463432592\"});\n",
       "   }(mpld3);\n",
       "}else if(typeof define === \"function\" && define.amd){\n",
       "   // require.js is available: use it to load d3/mpld3\n",
       "   require.config({paths: {d3: \"https://mpld3.github.io/js/d3.v3.min\"}});\n",
       "   require([\"d3\"], function(d3){\n",
       "      window.d3 = d3;\n",
       "      mpld3_load_lib(\"https://mpld3.github.io/js/mpld3.v0.2.js\", function(){\n",
       "         \n",
       "         mpld3.draw_figure(\"fig_el102661403034634325925521978617\", {\"axes\": [{\"xlim\": [-0.5, 419.5], \"yscale\": \"linear\", \"axesbg\": \"#FFFFFF\", \"texts\": [{\"v_baseline\": \"hanging\", \"h_anchor\": \"middle\", \"color\": \"#000000\", \"text\": \"y\", \"coordinates\": \"axes\", \"zorder\": 3, \"alpha\": 1, \"fontsize\": 10.0, \"position\": [0.50000000000000011, -0.49497625997013994], \"rotation\": -0.0, \"id\": \"el10266140303463613776\"}, {\"v_baseline\": \"auto\", \"h_anchor\": \"middle\", \"color\": \"#000000\", \"text\": \"x\", \"coordinates\": \"axes\", \"zorder\": 3, \"alpha\": 1, \"fontsize\": 10.0, \"position\": [-0.42707170430548624, 0.49999999999999911], \"rotation\": -90.0, \"id\": \"el10266140303421738192\"}, {\"v_baseline\": \"auto\", \"h_anchor\": \"middle\", \"color\": \"#000000\", \"text\": \"array_result 1\", \"coordinates\": \"axes\", \"zorder\": 3, \"alpha\": 1, \"fontsize\": 12.0, \"position\": [0.50000000000000011, 1.1374934055472599], \"rotation\": -0.0, \"id\": \"el10266140303421886288\"}], \"zoomable\": true, \"images\": [{\"coordinates\": \"data\", \"zorder\": 0, \"extent\": [-0.5, 419.5, 230.5, -0.5], \"alpha\": null, \"data\": \"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\", 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\", 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\", \"id\": \"el10266140303416063824\"}], \"xdomain\": [-0.5, 419.5], \"ylim\": [230.5, -0.5], \"paths\": [], \"sharey\": [], \"sharex\": [], \"axesbgalpha\": null, \"axes\": [{\"scale\": \"linear\", \"tickformat\": null, \"grid\": {\"gridOn\": false}, \"fontsize\": 10.0, \"position\": \"bottom\", \"nticks\": 7, \"tickvalues\": null}, {\"scale\": \"linear\", \"tickformat\": null, \"grid\": {\"gridOn\": false}, \"fontsize\": 10.0, \"position\": \"left\", \"nticks\": 7, \"tickvalues\": null}], \"lines\": [], \"markers\": [], \"id\": \"el10266140303416765520\", \"ydomain\": [230.5, -0.5], \"collections\": [], \"xscale\": \"linear\", \"bbox\": [0.79993618247694342, 0.29841319959101881, 0.1530529479578393, 0.12626868206521746]}], \"height\": 320.0, \"width\": 480.0, \"plugins\": [{\"type\": \"reset\"}, {\"enabled\": false, \"button\": true, \"type\": \"zoom\"}, {\"enabled\": false, \"button\": true, \"type\": \"boxzoom\"}], \"data\": {}, \"id\": \"el10266140303463432592\"});\n",
       "      });\n",
       "    });\n",
       "}else{\n",
       "    // require.js not available: dynamically load d3 & mpld3\n",
       "    mpld3_load_lib(\"https://mpld3.github.io/js/d3.v3.min.js\", function(){\n",
       "         mpld3_load_lib(\"https://mpld3.github.io/js/mpld3.v0.2.js\", function(){\n",
       "                 \n",
       "                 mpld3.draw_figure(\"fig_el102661403034634325925521978617\", {\"axes\": [{\"xlim\": [-0.5, 419.5], \"yscale\": \"linear\", \"axesbg\": \"#FFFFFF\", \"texts\": [{\"v_baseline\": \"hanging\", \"h_anchor\": \"middle\", \"color\": \"#000000\", \"text\": \"y\", \"coordinates\": \"axes\", \"zorder\": 3, \"alpha\": 1, \"fontsize\": 10.0, \"position\": [0.50000000000000011, -0.49497625997013994], \"rotation\": -0.0, \"id\": \"el10266140303463613776\"}, {\"v_baseline\": \"auto\", \"h_anchor\": \"middle\", \"color\": \"#000000\", \"text\": \"x\", \"coordinates\": \"axes\", \"zorder\": 3, \"alpha\": 1, \"fontsize\": 10.0, \"position\": [-0.42707170430548624, 0.49999999999999911], \"rotation\": -90.0, \"id\": \"el10266140303421738192\"}, {\"v_baseline\": \"auto\", \"h_anchor\": \"middle\", \"color\": \"#000000\", \"text\": \"array_result 1\", \"coordinates\": \"axes\", \"zorder\": 3, \"alpha\": 1, \"fontsize\": 12.0, \"position\": [0.50000000000000011, 1.1374934055472599], \"rotation\": -0.0, \"id\": \"el10266140303421886288\"}], \"zoomable\": true, \"images\": [{\"coordinates\": \"data\", \"zorder\": 0, \"extent\": [-0.5, 419.5, 230.5, -0.5], \"alpha\": null, \"data\": \"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\", 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\", 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\", \"id\": \"el10266140303416063824\"}], \"xdomain\": [-0.5, 419.5], \"ylim\": [230.5, -0.5], \"paths\": [], \"sharey\": [], \"sharex\": [], \"axesbgalpha\": null, \"axes\": [{\"scale\": \"linear\", \"tickformat\": null, \"grid\": {\"gridOn\": false}, \"fontsize\": 10.0, \"position\": \"bottom\", \"nticks\": 7, \"tickvalues\": null}, {\"scale\": \"linear\", \"tickformat\": null, \"grid\": {\"gridOn\": false}, \"fontsize\": 10.0, \"position\": \"left\", \"nticks\": 7, \"tickvalues\": null}], \"lines\": [], \"markers\": [], \"id\": \"el10266140303416765520\", \"ydomain\": [230.5, -0.5], \"collections\": [], \"xscale\": \"linear\", \"bbox\": [0.79993618247694342, 0.29841319959101881, 0.1530529479578393, 0.12626868206521746]}], \"height\": 320.0, \"width\": 480.0, \"plugins\": [{\"type\": \"reset\"}, {\"enabled\": false, \"button\": true, \"type\": \"zoom\"}, {\"enabled\": false, \"button\": true, \"type\": \"boxzoom\"}], \"data\": {}, \"id\": \"el10266140303463432592\"});\n",
       "            })\n",
       "         });\n",
       "}\n",
       "</script>"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9af2194190>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(e.cache['get_data'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "plot1D\n"
     ]
    },
    {
     "data": {
      "image/png": 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ww9NNgyrFQcLM6lFrayutra0dnpdrkACOA06XdBqwN9BH0vSImFR0znXA3dnxKmBI0fcG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\nPjl9AjNrRFu3wj/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      "text/html": [
       "\n",
       "\n",
       "<style>\n",
       "\n",
       "</style>\n",
       "\n",
       "<div id=\"fig_el102661403034166057764165327942\"></div>\n",
       "<script>\n",
       "function mpld3_load_lib(url, callback){\n",
       "  var s = document.createElement('script');\n",
       "  s.src = url;\n",
       "  s.async = true;\n",
       "  s.onreadystatechange = s.onload = callback;\n",
       "  s.onerror = function(){console.warn(\"failed to load library \" + url);};\n",
       "  document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "}\n",
       "\n",
       "if(typeof(mpld3) !== \"undefined\" && mpld3._mpld3IsLoaded){\n",
       "   // already loaded: just create the figure\n",
       "   !function(mpld3){\n",
       "       \n",
       "       mpld3.draw_figure(\"fig_el102661403034166057764165327942\", {\"axes\": [{\"xlim\": [0.0, 12.0], \"yscale\": \"linear\", \"axesbg\": \"#FFFFFF\", \"texts\": [{\"v_baseline\": \"hanging\", \"h_anchor\": \"middle\", \"color\": \"#000000\", \"text\": \"time\", \"coordinates\": \"axes\", \"zorder\": 3, \"alpha\": 1, \"fontsize\": 10.0, \"position\": [0.5, -0.080645161290322578], \"rotation\": -0.0, \"id\": \"el10266140303460449744\"}, {\"v_baseline\": \"auto\", \"h_anchor\": \"middle\", \"color\": \"#000000\", \"text\": \"Value\", \"coordinates\": \"axes\", \"zorder\": 3, \"alpha\": 1, \"fontsize\": 10.0, \"position\": [-0.10349462365591397, 0.5], \"rotation\": -90.0, \"id\": \"el10266140303411334480\"}, {\"v_baseline\": \"auto\", \"h_anchor\": \"middle\", \"color\": \"#000000\", \"text\": \"array_result\", \"coordinates\": \"axes\", \"zorder\": 3, \"alpha\": 1, \"fontsize\": 12.0, \"position\": [0.5, 1.0224014336917562], \"rotation\": -0.0, \"id\": \"el10266140303410976464\"}], \"zoomable\": true, \"images\": [], \"xdomain\": [0.0, 12.0], \"ylim\": [2000.0, 6000.0], \"paths\": [], \"sharey\": [], \"sharex\": [], \"axesbgalpha\": null, \"axes\": [{\"scale\": \"linear\", \"tickformat\": null, \"grid\": {\"gridOn\": false}, \"fontsize\": 10.0, \"position\": \"bottom\", \"nticks\": 12, \"tickvalues\": [0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.0]}, {\"scale\": \"linear\", \"tickformat\": null, \"grid\": {\"gridOn\": false}, \"fontsize\": 10.0, \"position\": \"left\", \"nticks\": 9, \"tickvalues\": null}], \"lines\": [{\"color\": \"#0000FF\", \"yindex\": 1, \"coordinates\": \"data\", \"dasharray\": \"10,0\", \"zorder\": 2, \"alpha\": 1, \"xindex\": 0, \"linewidth\": 1.0, \"data\": \"data01\", \"id\": \"el10266140303410474512\"}], \"markers\": [], \"id\": \"el10266140303411213712\", \"ydomain\": [2000.0, 6000.0], \"collections\": [], \"xscale\": \"linear\", \"bbox\": [0.125, 0.125, 0.77500000000000002, 0.77500000000000002]}], \"height\": 320.0, \"width\": 480.0, \"plugins\": [{\"type\": \"reset\"}, {\"enabled\": false, \"button\": true, \"type\": \"zoom\"}, {\"enabled\": false, \"button\": true, \"type\": \"boxzoom\"}], \"data\": {\"data01\": [[0.0, 2735.0], [1.0, 5695.0], [2.0, 2165.0], [3.0, 2361.0], [4.0, 2705.0], [5.0, 2161.0], [6.0, 2308.0], [7.0, 2417.0], [8.0, 2622.0], [9.0, 2657.0], [10.0, 2532.0], [11.0, 2902.0]]}, \"id\": \"el10266140303416605776\"});\n",
       "   }(mpld3);\n",
       "}else if(typeof define === \"function\" && define.amd){\n",
       "   // require.js is available: use it to load d3/mpld3\n",
       "   require.config({paths: {d3: \"https://mpld3.github.io/js/d3.v3.min\"}});\n",
       "   require([\"d3\"], function(d3){\n",
       "      window.d3 = d3;\n",
       "      mpld3_load_lib(\"https://mpld3.github.io/js/mpld3.v0.2.js\", function(){\n",
       "         \n",
       "         mpld3.draw_figure(\"fig_el102661403034166057764165327942\", {\"axes\": [{\"xlim\": [0.0, 12.0], \"yscale\": \"linear\", \"axesbg\": \"#FFFFFF\", \"texts\": [{\"v_baseline\": \"hanging\", \"h_anchor\": \"middle\", \"color\": \"#000000\", \"text\": \"time\", \"coordinates\": \"axes\", \"zorder\": 3, \"alpha\": 1, \"fontsize\": 10.0, \"position\": [0.5, -0.080645161290322578], \"rotation\": -0.0, \"id\": \"el10266140303460449744\"}, {\"v_baseline\": \"auto\", \"h_anchor\": \"middle\", \"color\": \"#000000\", \"text\": \"Value\", \"coordinates\": \"axes\", \"zorder\": 3, \"alpha\": 1, \"fontsize\": 10.0, \"position\": [-0.10349462365591397, 0.5], \"rotation\": -90.0, \"id\": \"el10266140303411334480\"}, {\"v_baseline\": \"auto\", \"h_anchor\": \"middle\", \"color\": \"#000000\", \"text\": \"array_result\", \"coordinates\": \"axes\", \"zorder\": 3, \"alpha\": 1, \"fontsize\": 12.0, \"position\": [0.5, 1.0224014336917562], \"rotation\": -0.0, \"id\": \"el10266140303410976464\"}], \"zoomable\": true, \"images\": [], \"xdomain\": [0.0, 12.0], \"ylim\": [2000.0, 6000.0], \"paths\": [], \"sharey\": [], \"sharex\": [], \"axesbgalpha\": null, \"axes\": [{\"scale\": \"linear\", \"tickformat\": null, \"grid\": {\"gridOn\": false}, \"fontsize\": 10.0, \"position\": \"bottom\", \"nticks\": 12, \"tickvalues\": [0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.0]}, {\"scale\": \"linear\", \"tickformat\": null, \"grid\": {\"gridOn\": false}, \"fontsize\": 10.0, \"position\": \"left\", \"nticks\": 9, \"tickvalues\": null}], \"lines\": [{\"color\": \"#0000FF\", \"yindex\": 1, \"coordinates\": \"data\", \"dasharray\": \"10,0\", \"zorder\": 2, \"alpha\": 1, \"xindex\": 0, \"linewidth\": 1.0, \"data\": \"data01\", \"id\": \"el10266140303410474512\"}], \"markers\": [], \"id\": \"el10266140303411213712\", \"ydomain\": [2000.0, 6000.0], \"collections\": [], \"xscale\": \"linear\", \"bbox\": [0.125, 0.125, 0.77500000000000002, 0.77500000000000002]}], \"height\": 320.0, \"width\": 480.0, \"plugins\": [{\"type\": \"reset\"}, {\"enabled\": false, \"button\": true, \"type\": \"zoom\"}, {\"enabled\": false, \"button\": true, \"type\": \"boxzoom\"}], \"data\": {\"data01\": [[0.0, 2735.0], [1.0, 5695.0], [2.0, 2165.0], [3.0, 2361.0], [4.0, 2705.0], [5.0, 2161.0], [6.0, 2308.0], [7.0, 2417.0], [8.0, 2622.0], [9.0, 2657.0], [10.0, 2532.0], [11.0, 2902.0]]}, \"id\": \"el10266140303416605776\"});\n",
       "      });\n",
       "    });\n",
       "}else{\n",
       "    // require.js not available: dynamically load d3 & mpld3\n",
       "    mpld3_load_lib(\"https://mpld3.github.io/js/d3.v3.min.js\", function(){\n",
       "         mpld3_load_lib(\"https://mpld3.github.io/js/mpld3.v0.2.js\", function(){\n",
       "                 \n",
       "                 mpld3.draw_figure(\"fig_el102661403034166057764165327942\", {\"axes\": [{\"xlim\": [0.0, 12.0], \"yscale\": \"linear\", \"axesbg\": \"#FFFFFF\", \"texts\": [{\"v_baseline\": \"hanging\", \"h_anchor\": \"middle\", \"color\": \"#000000\", \"text\": \"time\", \"coordinates\": \"axes\", \"zorder\": 3, \"alpha\": 1, \"fontsize\": 10.0, \"position\": [0.5, -0.080645161290322578], \"rotation\": -0.0, \"id\": \"el10266140303460449744\"}, {\"v_baseline\": \"auto\", \"h_anchor\": \"middle\", \"color\": \"#000000\", \"text\": \"Value\", \"coordinates\": \"axes\", \"zorder\": 3, \"alpha\": 1, \"fontsize\": 10.0, \"position\": [-0.10349462365591397, 0.5], \"rotation\": -90.0, \"id\": \"el10266140303411334480\"}, {\"v_baseline\": \"auto\", \"h_anchor\": \"middle\", \"color\": \"#000000\", \"text\": \"array_result\", \"coordinates\": \"axes\", \"zorder\": 3, \"alpha\": 1, \"fontsize\": 12.0, \"position\": [0.5, 1.0224014336917562], \"rotation\": -0.0, \"id\": \"el10266140303410976464\"}], \"zoomable\": true, \"images\": [], \"xdomain\": [0.0, 12.0], \"ylim\": [2000.0, 6000.0], \"paths\": [], \"sharey\": [], \"sharex\": [], \"axesbgalpha\": null, \"axes\": [{\"scale\": \"linear\", \"tickformat\": null, \"grid\": {\"gridOn\": false}, \"fontsize\": 10.0, \"position\": \"bottom\", \"nticks\": 12, \"tickvalues\": [0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.0]}, {\"scale\": \"linear\", \"tickformat\": null, \"grid\": {\"gridOn\": false}, \"fontsize\": 10.0, \"position\": \"left\", \"nticks\": 9, \"tickvalues\": null}], \"lines\": [{\"color\": \"#0000FF\", \"yindex\": 1, \"coordinates\": \"data\", \"dasharray\": \"10,0\", \"zorder\": 2, \"alpha\": 1, \"xindex\": 0, \"linewidth\": 1.0, \"data\": \"data01\", \"id\": \"el10266140303410474512\"}], \"markers\": [], \"id\": \"el10266140303411213712\", \"ydomain\": [2000.0, 6000.0], \"collections\": [], \"xscale\": \"linear\", \"bbox\": [0.125, 0.125, 0.77500000000000002, 0.77500000000000002]}], \"height\": 320.0, \"width\": 480.0, \"plugins\": [{\"type\": \"reset\"}, {\"enabled\": false, \"button\": true, \"type\": \"zoom\"}, {\"enabled\": false, \"button\": true, \"type\": \"boxzoom\"}], \"data\": {\"data01\": [[0.0, 2735.0], [1.0, 5695.0], [2.0, 2165.0], [3.0, 2361.0], [4.0, 2705.0], [5.0, 2161.0], [6.0, 2308.0], [7.0, 2417.0], [8.0, 2622.0], [9.0, 2657.0], [10.0, 2532.0], [11.0, 2902.0]]}, \"id\": \"el10266140303416605776\"});\n",
       "            })\n",
       "         });\n",
       "}\n",
       "</script>"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9aef4ebc50>"
      ]
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     "metadata": {},
     "output_type": "display_data"
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   ],
   "source": [
    "plot(e.cache['medianXY'])"
   ]
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    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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